{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using a custom masker\n",
    "\n",
    "Here we show how to provide a custom Masker to any of the SHAP model agnostic explanation methods. Masking can often be domain dependent and so it often helpful to consider alternative ways to perturb your data beyond the default ones included with SHAP."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x396 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 351,
       "width": 617
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import xgboost\n",
    "\n",
    "import shap\n",
    "\n",
    "# train XGBoost model\n",
    "X, y = shap.datasets.adult()\n",
    "model = xgboost.XGBClassifier().fit(X.values, y)\n",
    "\n",
    "\n",
    "# A masking function takes a binary mask vector as the first argument and\n",
    "# the model arguments for a single sample after that\n",
    "# It returns a masked version of the input x, where you can return multiple\n",
    "# rows to average over a distribution of masking types\n",
    "def custom_masker(mask, x):\n",
    "    # in this simple example we just zero out the features we are masking\n",
    "    return (x * mask).reshape(1, len(x))\n",
    "\n",
    "\n",
    "# compute SHAP values\n",
    "explainer = shap.Explainer(model.predict_proba, custom_masker)\n",
    "shap_values = explainer(X[:100])\n",
    "\n",
    "# plot the SHAP values for the positive class\n",
    "shap.plots.beeswarm(shap_values[..., 1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>\n",
    "Have an idea for more helpful examples? Pull requests that add to this documentation notebook are encouraged! "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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